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Benchmarks
Zero-shot Classification on SUN397
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65.4
Top-1 Clean Acc
TTE
38.88
45.765
52.65
59.535
Jan 27, 2026
Top-1 Clean Acc
Top-1 Robust Acc
Robust Acc (PGD-100)
Robust Acc (PGD-100, eps=1/255)
Updated 2d ago
Evaluation Results
Method
Method
Links
Top-1 Clean Acc
Top-1 Robust Acc
Robust Acc (PGD-100)
Robust Acc (PGD-100, eps=1/255)
TTE
2026.01
65.4
20.2
-
-
R-TPT
2026.01
64.1
53.1
-
-
CLIP
2026.01
63.6
0.2
-
-
CSR
2026.01
63
66.3
-
-
Anti-Adv
2026.01
62.5
22.7
-
-
HD
2026.01
59.7
4
-
-
LPF
2026.01
59.2
31.3
-
-
FARE
2026.01
47.6
45.7
-
-
TTC
2026.01
47.5
26.2
-
-
TeCoA
2026.01
39.9
37.2
-
-
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